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How renewable energy and non-renewable energy affect environmental excellence in N-11 economies?

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  • Chien, FengSheng

Abstract

Environmental degradation has become a global issue that requires recent studies' emphasis. Non-renewable energy is a significant factor in environmental degradation. Thus, policymakers have switched their focus towards promoting renewable energy production and consumption in all economic activities to secure low carbon economies. Given this scenario, the present study aims to investigate the effect of energy consumption (both renewable energy and non-renewable energy) on carbon emissions under Environmental Kuznets Curve hypothesis in the world's next fastest emerging economies named N-11 economies over the period 1990 to 2020. The present research has employed the recently introduced Method of Movement Quantile Regression approach to examine the association among the variables. The study's primary findings reveal that the consumption of renewable energy has significant contribution in environmental quality improvement at all quantiles (0.10–0.90) whereas non-renewable consumption has positive contribution in deterioration of the environmental quality only at lower quantiles (0.10–0.40). Moreover, the effect of economic growth turns from positive to negative at medium to higher quantiles (0.10–0.30), which is an indication of the validity of Environmental Kuznets Curve hypothesis in these countries. Various policies are recommended to the policymakers based on the findings of the study.

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  • Chien, FengSheng, 2022. "How renewable energy and non-renewable energy affect environmental excellence in N-11 economies?," Renewable Energy, Elsevier, vol. 196(C), pages 526-534.
  • Handle: RePEc:eee:renene:v:196:y:2022:i:c:p:526-534
    DOI: 10.1016/j.renene.2022.07.013
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    1. Chen, Yulong & Wang, Zheng & Zhong, Zhangqi, 2019. "CO2 emissions, economic growth, renewable and non-renewable energy production and foreign trade in China," Renewable Energy, Elsevier, vol. 131(C), pages 208-216.
    2. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    3. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    4. Muhammad Shahbaz & Avik Sinha, 2019. "Environmental Kuznets curve for CO2emissions: a literature survey," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 46(1), pages 106-168, January.
    5. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    6. Chien, Fengsheng & Hsu, Ching-Chi & Ozturk, Ilhan & Sharif, Arshian & Sadiq, Muhammad, 2022. "The role of renewable energy and urbanization towards greenhouse gas emission in top Asian countries: Evidence from advance panel estimations," Renewable Energy, Elsevier, vol. 186(C), pages 207-216.
    7. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    8. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    9. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    10. Muntasir Murshed & Haider Mahmood & Tarek Tawfik Yousef Alkhateeb & Suvajit Banerjee, 2020. "Calibrating the Impacts of Regional Trade Integration and Renewable Energy Transition on the Sustainability of International Inbound Tourism Demand in South Asia," Sustainability, MDPI, vol. 12(20), pages 1-17, October.
    11. Shahbaz, Muhammad & Sinha, Avik, 2019. "Environmental Kuznets Curve for CO2 emission: A survey of empirical literature," MPRA Paper 100257, University Library of Munich, Germany, revised 2019.
    12. Rasmus Lema & Ambuj Sagar & Yuan Zhou, 2016. "Convergence or divergence? Wind power innovation paths in Europe and Asia," Science and Public Policy, Oxford University Press, vol. 43(3), pages 400-413.
    13. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit, 2016. "The dynamic impact of renewable energy consumption on CO2 emissions: A revisited Environmental Kuznets Curve approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 838-845.
    14. Khan, Muhammad Tariq Iqbal & Ali, Qamar & Ashfaq, Muhammad, 2018. "The nexus between greenhouse gas emission, electricity production, renewable energy and agriculture in Pakistan," Renewable Energy, Elsevier, vol. 118(C), pages 437-451.
    15. Muntasir Murshed & Rizwan Ahmed & Chamaiporn Kumpamool & Mohga Bassim & Mohamed Elheddad, 2021. "The effects of regional trade integration and renewable energy transition on environmental quality: Evidence from South Asian neighbors," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 4154-4170, December.
    16. Ehigiamusoe, Kizito Uyi & Lean, Hooi Hooi & Smyth, Russell, 2020. "The moderating role of energy consumption in the carbon emissions-income nexus in middle-income countries," Applied Energy, Elsevier, vol. 261(C).
    17. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    18. Sinha, Avik & Gupta, Monika & Shahbaz, Muhammad & Sengupta, Tuhin, 2019. "Impact of Corruption in Public Sector on Environmental Quality: Implications for Sustainability in BRICS and Next 11 Countries," MPRA Paper 94357, University Library of Munich, Germany, revised 05 Jun 2019.
    19. Hadi Esmaeilpour Moghadam & Vahid Dehbashi, 2018. "The impact of financial development and trade on environmental quality in Iran," Empirical Economics, Springer, vol. 54(4), pages 1777-1799, June.
    20. Jean-Marie Chevalier, 2009. "The New Energy Crisis," Palgrave Macmillan Books, in: Jean-Marie Chevalier (ed.), The New Energy Crisis, chapter 1, pages 6-59, Palgrave Macmillan.
    21. Sharif, Arshian & Jammazi, Rania & Raza, Syed Ali & Shahzad, Syed Jawad Hussain, 2017. "Electricity and growth nexus dynamics in Singapore : Fresh insights based on wavelet approach," Energy Policy, Elsevier, vol. 110(C), pages 686-692.
    22. Sinha, Avik & Shahbaz, Muhammad, 2018. "Estimation of Environmental Kuznets Curve for CO2 emission: Role of renewable energy generation in India," Renewable Energy, Elsevier, vol. 119(C), pages 703-711.
    23. Liu, Xuyi & Zhang, Shun & Bae, Junghan, 2017. "The nexus of renewable energy-agriculture-environment in BRICS," Applied Energy, Elsevier, vol. 204(C), pages 489-496.
    24. Dogan, Eyup & Seker, Fahri, 2016. "The influence of real output, renewable and non-renewable energy, trade and financial development on carbon emissions in the top renewable energy countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1074-1085.
    25. Shahbaz, Muhammad & Balsalobre-Lorente, Daniel & Sinha, Avik, 2019. "Foreign Direct Investment–CO2 Emissions Nexus in Middle East and North African countries: Importance of Biomass Energy Consumption," MPRA Paper 91729, University Library of Munich, Germany, revised 19 Jan 2019.
    26. Tang, Chor Foon & Tan, Bee Wah, 2015. "The impact of energy consumption, income and foreign direct investment on carbon dioxide emissions in Vietnam," Energy, Elsevier, vol. 79(C), pages 447-454.
    27. Anwar, Ahsan & Siddique, Muhammad & Eyup Dogan, & Sharif, Arshian, 2021. "The moderating role of renewable and non-renewable energy in environment-income nexus for ASEAN countries: Evidence from Method of Moments Quantile Regression," Renewable Energy, Elsevier, vol. 164(C), pages 956-967.
    28. Anwar, Ahsan & Sharif, Arshian & Fatima, Saba & Ahmad, Paiman & Sinha, Avik & Khan, Syed Abdul Rehman & Jermsittiparsert, Kittisak, 2021. "The asymmetric effect of public private partnership investment on transport CO2 emission in China: Evidence from quantile ARDL approach," MPRA Paper 108160, University Library of Munich, Germany, revised 2021.
    29. Binder, Martin & Coad, Alex, 2011. "From Average Joe's happiness to Miserable Jane and Cheerful John: using quantile regressions to analyze the full subjective well-being distribution," Journal of Economic Behavior & Organization, Elsevier, vol. 79(3), pages 275-290, August.
    30. Ahsan Anwar & Avik Sinha & Arshian Sharif & Muhammad Siddique & Shoaib Irshad & Waseem Anwar & Summaira Malik, 2022. "The nexus between urbanization, renewable energy consumption, financial development, and CO2 emissions: evidence from selected Asian countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(5), pages 6556-6576, May.
    31. Pal, Debdatta & Mitra, Subrata Kumar, 2017. "The environmental Kuznets curve for carbon dioxide in India and China: Growth and pollution at crossroad," Journal of Policy Modeling, Elsevier, vol. 39(2), pages 371-385.
    32. Shiva Susarla & Elmar Friedrich, 2013. "The solar power policies and markets of Asia and Europe," Asia Europe Journal, Springer, vol. 11(3), pages 339-354, September.
    33. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    34. Fan Wang & Yao Lu & Jin Li & Juan Ni, 2021. "Evaluating Environmentally Sustainable Development Based on the PSR Framework and Variable Weigh Analytic Hierarchy Process," IJERPH, MDPI, vol. 18(6), pages 1-16, March.
    35. Ahmad, Ashfaq & Zhao, Yuhuan & Shahbaz, Muhammad & Bano, Sadia & Zhang, Zhonghua & Wang, Song & Liu, Ya, 2016. "Carbon emissions, energy consumption and economic growth: An aggregate and disaggregate analysis of the Indian economy," Energy Policy, Elsevier, vol. 96(C), pages 131-143.
    36. Sinha, Avik & Shahbaz, Muhammad & Balsalobre, Daniel, 2017. "Exploring the Relationship between Energy Usage Segregation and Environmental Degradation in N-11 Countries," MPRA Paper 81212, University Library of Munich, Germany, revised 07 Sep 2017.
    37. Kasman, Adnan & Duman, Yavuz Selman, 2015. "CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis," Economic Modelling, Elsevier, vol. 44(C), pages 97-103.
    38. Destek, Mehmet Akif & Ulucak, Recep & Dogan, Eyüp, 2018. "Analyzing the Environmental Kuznets Curve for the EU countries: The role of ecological footprint," MPRA Paper 106882, University Library of Munich, Germany.
    39. Liu, Yijin & Li, Ye & He, Fenglan & Wang, Haifeng, 2017. "Comparison study of tidal stream and wave energy technology development between China and some Western Countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 701-716.
    40. Seker, Fahri & Ertugrul, Hasan Murat & Cetin, Murat, 2015. "The impact of foreign direct investment on environmental quality: A bounds testing and causality analysis for Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 347-356.
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